diff --git a/.github/project-filters.yaml b/.github/project-filters.yaml index 3f71f9350..add6e2827 100644 --- a/.github/project-filters.yaml +++ b/.github/project-filters.yaml @@ -1,7 +1,10 @@ workflow: &workflow - - '.github/lib-filters.yaml' - - '.github/workflows/lib-tests.yaml' + - '.github/project-filters.yaml' + - '.github/workflows/project-build-test.yaml' - 'container_templates/**' + - 'scripts/build_containers.py' + - 'pyproject.toml' + - 'uv.lock' data: - *workflow @@ -34,7 +37,7 @@ plots: - *workflow - 'projects/plots/**' - 'libs/ledger/**' - - 'libs/prior/**' + - 'libs/priors/**' - 'libs/utils/**' train: @@ -42,3 +45,4 @@ train: - 'projects/train/**' - 'libs/ledger/**' - 'libs/architectures/**' + - 'libs/utils/**' diff --git a/.github/workflows/lib-tests.yaml b/.github/workflows/lib-tests.yaml index e22628c6b..981285fd9 100644 --- a/.github/workflows/lib-tests.yaml +++ b/.github/workflows/lib-tests.yaml @@ -56,7 +56,7 @@ jobs: test_dir: ${{ github.workspace }}/libs/${{ matrix.library }} run: | cd $test_dir - uv sync --all-extras + uv sync --all-extras --group test shell: bash # run its unit tests inside that environment diff --git a/.github/workflows/project-build-test.yaml b/.github/workflows/project-build-test.yaml index 12ef2816f..b943e8fbd 100644 --- a/.github/workflows/project-build-test.yaml +++ b/.github/workflows/project-build-test.yaml @@ -20,13 +20,11 @@ on: tags: - 'v*' -# TODO: currently combining path for nvidia variables -# necessary to launch triton in export container -# with path required by train / data projects. -# Should add conditionals in this workflow to set these dynamically env: REGISTRY: ghcr.io - PATH: /opt/env/bin/:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/usr/local/cuda-11.8/bin:/opt/tritonserver/bin:/usr/local/mpi/bin:/usr/local/nvidia/bin:/usr/local/cuda/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/usr/local/ucx/bin + # Base PATH for every image. Projects that need more than this + # can extend it via their apptainer.env. + PATH: /opt/env/bin/:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/usr/local/cuda/bin:/usr/local/nvidia/bin jobs: changes: @@ -55,7 +53,7 @@ jobs: fail-fast: false matrix: # For tag pushes, we want to build all projects, not just changed ones - project: ${{ startsWith(github.ref, 'refs/tags/') && fromJSON('["data", "online", "train", "infer", "export"]') || fromJSON(needs.changes.outputs.projects) }} + project: ${{ startsWith(github.ref, 'refs/tags/') && fromJSON('["data", "online", "train", "infer", "export", "plots"]') || fromJSON(needs.changes.outputs.projects) }} exclude: - project: 'workflow' steps: diff --git a/.readthedocs.yaml b/.readthedocs.yaml index b4c30806f..684aff329 100644 --- a/.readthedocs.yaml +++ b/.readthedocs.yaml @@ -9,15 +9,14 @@ version: 2 build: os: ubuntu-22.04 tools: - python: "3.10" + python: "3.12" jobs: post_create_environment: # Install uv - pip install uv post_install: - # Install dependencies - - VIRTUAL_ENV=$READTHEDOCS_VIRTUALENV_PATH uv sync --all-extras + - VIRTUAL_ENV=$READTHEDOCS_VIRTUALENV_PATH uv sync --group docs # Build documentation in the "docs/" directory with Sphinx sphinx: diff --git a/Snakefile b/Snakefile index 4a07909ae..f18df15f6 100644 --- a/Snakefile +++ b/Snakefile @@ -2,14 +2,14 @@ Usage, from the root directory: snakemake -n # dry-run - snakemake --profile pipeline/profiles/condor # HTCondor + snakemake --profile pipeline/profiles/ldg # HTCondor snakemake --profile pipeline/profiles/local # local execution (dev) The pipeline config is loaded from pipeline/config/config.yaml by default. To use a different config, copy the original, make modifications, and run: - snakemake --configfile my_run.yaml --profile pipeline/profiles/condor + snakemake --configfile my_run.yaml --profile pipeline/profiles/ldg """ from pathlib import Path diff --git a/container_templates/micromamba.def b/container_templates/micromamba.def index fba8ed3fb..5b62d854e 100644 --- a/container_templates/micromamba.def +++ b/container_templates/micromamba.def @@ -11,28 +11,39 @@ Stage: build # to PATH here makes the project commands findable. export PATH=/opt/env/bin:$PATH +@@EXTRA_ENV@@ + %post mkdir -p /cvmfs /hdfs /gpfs /ceph /hadoop -# install git for pip installation apt-get update -apt-get install -y --no-install-recommends git -apt-get install -y --no-install-recommends build-essential openssh-client +apt-get install -y --no-install-recommends git build-essential rm -rf /var/lib/apt/lists/* +@@EXTRA_POST@@ + # activate micromamba and create environment from lockfile micromamba create -p /opt/env -f /opt/aframe/projects/@@PROJECT@@/@@PROJECT@@.conda-lock.yml # install uv so we can install local deps of deps editably micromamba run -p /opt/env python -m \ - pip install --no-build-isolation uv + pip install --no-build-isolation uv==0.9.30 -cd /opt/aframe/projects/@@PROJECT@@/ +# Export rather than `uv sync`, so that uv installs into the existing conda +# env instead of managing its own. Export to pylock.toml rather than +# requirements.txt so that the index each package was locked from is +# recorded. This allows torch to be installed from the PyTorch CPU index. +cd /opt/aframe micromamba run -p /opt/env \ - uv export --frozen --all-extras -o requirements.txt + @@UV_CMD@@ --no-cache -o pylock.toml micromamba run -p /opt/env \ - uv pip install -r requirements.txt + uv pip install --no-cache -r pylock.toml + +rm pylock.toml +micromamba clean -ay + +@@PURGE_BUILD_TOOLS@@ # initialize our shell so that we can execute # commands in our environment at run time diff --git a/container_templates/uv.def b/container_templates/uv.def index 7ea0ca5db..0b71ea82d 100644 --- a/container_templates/uv.def +++ b/container_templates/uv.def @@ -1,5 +1,8 @@ Bootstrap: docker -From: ghcr.io/astral-sh/uv:python3.12-bookworm-slim +# Important: 0.9.30 is the last uv image built on Debian 12 (bookworm). +# Every tag afterwards is Debian 13 (trixie), and NVIDIA's Debian 13 repo +# doesn't have CUDA 12 support, which precludes running on V100s. +From: ghcr.io/astral-sh/uv:0.9.30-python3.12-bookworm-slim %files @@FILES_BLOCK@@ @@ -16,8 +19,9 @@ cd /opt/aframe/projects/@@PROJECT@@ # when binding the repo into the container export UV_PROJECT_ENVIRONMENT=/opt/env -uv export --frozen --all-extras -o requirements.txt -uv pip sync requirements.txt --system +@@UV_CMD@@ --no-cache + +@@PURGE_BUILD_TOOLS@@ %environment # Append venv dir to PATH so the diff --git a/libs/architectures/pyproject.toml b/libs/architectures/pyproject.toml index 4ce69c7da..2564527fb 100644 --- a/libs/architectures/pyproject.toml +++ b/libs/architectures/pyproject.toml @@ -7,20 +7,16 @@ requires-python = ">=3.11,<3.14" license = "MIT" dependencies = [ "einops>=0.8,<0.9", + "jaxtyping>=0.2", "ml4gw>=0.7.2", - 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SimInspiralTransformPrecessingNewInitialConditions, - SimInspiralTransformPrecessingWvf2PE, -) -from pycbc.waveform import get_td_waveform from utils.cosmology import DEFAULT_COSMOLOGY from ledger.ledger import PATH, Ledger, metadata, parameter, waveform @@ -187,7 +182,13 @@ def convert_to_lal_param_set(self, reference_frequency: float): Returns: LALParameterSet with converted parameters. + + Requires the `generation` extra (``ledger[generation]``). """ + from lalsimulation import ( + SimInspiralTransformPrecessingNewInitialConditions, + ) + mass_1_si = self.mass_1 * MSUN mass_2_si = self.mass_2 * MSUN inclination = np.zeros(len(self)) @@ -322,7 +323,11 @@ def convert_to_bilby_param_set(self, reference_frequency: float): Returns: BilbyParameterSet with converted parameters. + + Requires the `generation` extra (``ledger[generation]``). """ + from lalsimulation import SimInspiralTransformPrecessingWvf2PE + theta_jn = np.zeros(len(self)) phi_jl = np.zeros(len(self)) tilt_1 = np.zeros(len(self)) @@ -533,7 +538,11 @@ def __call__(self, params: dict[str, float]): Returns: Dictionary with 'plus' and 'cross' polarization arrays. + + Requires the `generation` extra (``ledger[generation]``). 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profiles/condor/ LDG HTCondor execution + profiles/ldg/ LDG HTCondor execution envs/snakemake.yaml orchestrator env envs/dev.yaml local dev env .env.example required environment variables @@ -115,6 +115,29 @@ at the command line with `--config key=value`. `background_dir` and `waveforms_dir` default to living under `run_dir` but can be pointed at shared locations. +## Containers + +Each project is built into its own apptainer image by +`uv run build-containers`, which fills the templates in +`container_templates/` from the project's `pyproject.toml` and the +root `uv.lock`. Two notes: + +**`vizapp` is not containerized.** `plots.sif` covers only the +`sensitive-volume` rule, so it carries no torch at all, which +keeps the container small. The vizapp dependencies are instead +in an extra, and the Bokeh app can be run locally with +`uv sync --package plots --extra vizapp`, or `--extra vizapp-cuda` +to run the model on a GPU, matching `device` in the vizapp config. + +**Torch is put behind an extra in `data` and `plots`.** Both install it +from the PyTorch CPU index, which keeps CUDA dependencies out of the image. +uv resolves each package once, so the CPU and CUDA builds can only +coexist in the root `uv.lock` because each project declares its two +variants as conflicting extras (`cpu`/`cuda`,`vizapp`/`vizapp-cuda`), +which uv then resolves separately. As a result, one extra must always +be installed for these projects. For `data`, this should be the `cpu` +extra, as the `cuda` extra doesn't do anything. + ## To-dos **Remote training.** The `remote_train: true` path submits a training @@ -124,10 +147,34 @@ job to Nautilus. This hasn't been tested at all within Snakemake. `.snakemake/htcondor/{clusterid}.{log,out,err}` with no rule association. -**Hermes release and Volta deprecation.** The export and infer -packages pin hermes to `branch = "dev"` rather than a released -version. Cutting a hermes release will also drop support for Volta-era -GPUs. +**Dependencies tracked from branches.** `export` and `infer` pin +hermes to `ML4GW/hermes` branch `dev`, and `online` pins amplfi to +`ML4GW/amplfi` branch `main`, rather than released versions. Both +should move to releases once possible, though note that a hermes +release will also drop support for Volta-era GPUs. + +**Blocked on moving to CUDA 13.** Two conditions have to +be met before we can move to CUDA 13: + +1. **Dropping Volta (V100) support.** CUDA 13 drops Volta (`sm_70`) + and Pascal (`sm_60`), so these are held at CUDA 12 to keep V100 + nodes on the LDG usable. +2. **Driver >= 580 everywhere we run.** CUDA 13.x requires NVIDIA + driver >= 580. Delta is on 570, so it cannot run CUDA 13 binaries, + regardless of GPU architecture. + +If these conditions are met, then we can implement various upgrades: + +- `constraint-dependencies = ["torchaudio==2.10.0"]` in the root + `pyproject.toml`. torchaudio 2.11 is a CUDA 13 build. +- `torch==2.10.0` in `train`, `export`, `infer` and `online`. +- `cuda-minimal-build-12-8` and NVIDIA's `debian12` apt repo in + `projects/infer/apptainer.post`. +- The uv base image in `container_templates/uv.def`, pinned to + `0.9.30-python3.12-bookworm-slim`. +- Moving hermes from the `dev` branch to a release, per the note above. +- `nvidia-cudnn-cu12` and `tensorrt-cu12==10.11.0.33` in + `projects/export`, plus the Triton image in `config.yaml`. **Hermes Triton image discovery.** `triton_image` in `config.yaml` must currently be an explicit absolute path because the more modern diff --git a/pipeline/config/config.yaml b/pipeline/config/config.yaml index e1cd3c3f9..77843c7c1 100644 --- a/pipeline/config/config.yaml +++ b/pipeline/config/config.yaml @@ -158,7 +158,7 @@ zero_lag: false # also analyze unshifted (zero-lag) data # Triton server. model_name: aframe-stream model_version: -1 -triton_image: /home/william.benoit/images/aframe/tritonserver_26.05.sif +triton_image: /home/william.benoit/images/aframe/tritonserver_25.06.sif # Comma-separated GPU IDs for export and inference server only. # Pin training GPUs via trainer.devices in the train_config. gpus: "0" diff --git a/pipeline/envs/dev.yaml b/pipeline/envs/dev.yaml index 239c636f2..d643c5bea 100644 --- a/pipeline/envs/dev.yaml +++ b/pipeline/envs/dev.yaml @@ -8,6 +8,9 @@ # conda env create -f pipeline/envs/dev.yaml # conda activate aframe-dev # uv sync --all-packages +# uv sync --package data --extra cpu +# uv sync --package plots --extra vizapp # use vizapp-cuda for GPU use +# name: aframe-dev channels: - conda-forge diff --git a/projects/data/pyproject.toml b/projects/data/pyproject.toml index 102200f3c..ca3da431e 100644 --- a/projects/data/pyproject.toml +++ b/projects/data/pyproject.toml @@ -10,18 +10,19 @@ requires-python = ">=3.11,<3.14" license = "MIT" dependencies = [ "utils", - "ledger", + "ledger[generation]", "priors", - "ml4gw>=0.7.2", + "numpy>=2", "gwpy>=3.0.8,<4", - "gwosc", - "lalsuite", "jsonargparse>=4.18.0", - "ciecplib", - "requests-gssapi", - "python-ligo-lw>=1.8.3,<2", ] +# Create two dependency groups to allow the splitting +# described in the root-level pyproject.toml +[project.optional-dependencies] +cpu = ["torch", "ml4gw>=0.7.2"] +cuda = ["torch", "ml4gw>=0.7.2"] + [project.scripts] fetch-data = "data.fetch.cli:main" generate-segments = "data.segments.cli:main" @@ -30,14 +31,22 @@ generate-testing-waveforms = "data.waveforms.cli:testing" generate-validation-waveforms = "data.waveforms.cli:validation" [dependency-groups] -dev = ["pytest>=8.2.1,<9"] +test = ["pytest>=8.2.1,<9"] +dev = [{ include-group = "test" }, "jupyter>=1.0.0,<2"] [tool.uv] + +[[tool.uv.index]] +name = "pytorch-cpu" +url = "https://download.pytorch.org/whl/cpu" +explicit = true + [tool.uv.sources] -utils = { path = "../../libs/utils", editable = true } -ledger = { path = "../../libs/ledger", editable = true } -priors = { path = "../../libs/priors", editable = true } +torch = [{ index = "pytorch-cpu", extra = "cpu" }] +utils = { workspace = true } +ledger = { workspace = true } +priors = { workspace = true } [build-system] requires = ["hatchling"] diff --git a/projects/data/uv.lock b/projects/data/uv.lock deleted file mode 100644 index 31a15ccc2..000000000 --- a/projects/data/uv.lock +++ /dev/null @@ -1,2432 +0,0 @@ -version = 1 -revision = 3 -requires-python = ">=3.11, <3.14" -resolution-markers = [ - 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# CUDA-12 TensorRT build. The default `tensorrt` now resolves to CUDA-13, - # which needs driver >= 580. Delta runs driver 570 (CUDA 12.8). + # CUDA-12 TensorRT build. The default `tensorrt` now resolves to CUDA-13, + # which needs driver >= 580. 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NVIDIA's +# debian13 repo doesn't have CUDA 12.x, so we need to stay on Debian 12 +# to maintain V100 support. apt-get update apt-get install -y --no-install-recommends wget ca-certificates wget -q https://developer.download.nvidia.com/compute/cuda/repos/debian12/x86_64/cuda-keyring_1.1-1_all.deb dpkg -i cuda-keyring_1.1-1_all.deb apt-get update -apt-get install -y --no-install-recommends cuda-minimal-build-12-8 +# Install gcc and g++ manually here so they don't get autoremoved during +# container build tools clean-up. +apt-get install -y --no-install-recommends cuda-minimal-build-12-8 gcc g++ rm -rf /var/lib/apt/lists/* cuda-keyring_1.1-1_all.deb diff --git a/projects/infer/pyproject.toml b/projects/infer/pyproject.toml index 30072de4a..79618bc30 100644 --- a/projects/infer/pyproject.toml +++ b/projects/infer/pyproject.toml @@ -7,18 +7,18 @@ authors = [ { name = "Ethan Marx" }, { name = "Will Benoit" }, ] -requires-python = ">=3.11,<3.13" # Capped for lalsuite +requires-python = ">=3.11,<3.14" dependencies = [ "jsonargparse~=4.24", "tqdm~=4.66", "psutil>=5.9", "torch==2.10.0", - "torchaudio==2.10.0", # 2.11 is built for CUDA 13 "ml4gw-hermes[torch]", - "utils", + "utils[torch]", "ledger", - "urllib3>=2", "gwpy>=3.0", + "h5py>=3.10,<4", + "numpy>=2", ] [project.scripts] @@ -27,16 +27,14 @@ infer-local = "infer.cli:main_local" start-server = "infer.server:main" [dependency-groups] -dev = [ - "jupyter>=1.0.0,<2", - "pytest>=8,<9", -] +test = ["pytest>=8,<9"] +dev = [{ include-group = "test" }, "jupyter>=1.0.0,<2"] [tool.uv] [tool.uv.sources] -utils = { path = "../../libs/utils", editable = true } -ledger = { path = "../../libs/ledger", editable = true } +utils = { workspace = true } +ledger = { workspace = true } # TODO: point at released version once available ml4gw-hermes = { git = "https://github.com/ML4GW/hermes", branch = "dev" } diff --git a/projects/infer/uv.lock b/projects/infer/uv.lock deleted file mode 100644 index aee7c8d2c..000000000 --- a/projects/infer/uv.lock +++ /dev/null @@ -1,3121 +0,0 @@ -version = 1 -revision = 3 -requires-python = ">=3.11, <3.13" -resolution-markers = [ - 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This forces `uv` to resolve both torch +# twice, once for each path. Not doing so would either add extra, heavy +# dependencies to the `data` and `plots` containers, or would preclude those +# projects from being a part of this workspace. +# +# The `data` project is always CPU, but the `cuda` group exists so that this +# split can happen. The `plots` project has an actual CUDA variant so that +# the vizapp can run the model on GPU if desired. +# +# Note that `uv sync --all-extras` cannot work with conflicting extras. +conflicts = [ + [{ package = "data", extra = "cpu" }, { package = "data", extra = "cuda" }], + [ + { package = "plots", extra = "vizapp" }, + { package = "plots", extra = "vizapp-cuda" }, + ], +] + +[tool.uv.workspace] +members = ["libs/*", "projects/*"] + [build-system] requires = ["hatchling"] build-backend = "hatchling.build" diff --git a/scripts/build_containers.py b/scripts/build_containers.py index 886d687ab..8e7fd8d15 100644 --- a/scripts/build_containers.py +++ b/scripts/build_containers.py @@ -8,45 +8,90 @@ from spython.main import Client # Define the directory where the projects are located -BASE_DIR: Path = Path(__file__).resolve().parent.parent / "projects" -TEMPLATES_DIR: Path = ( - Path(__file__).resolve().parent.parent / "container_templates" -) +ROOT_DIR: Path = Path(__file__).resolve().parent.parent +BASE_DIR: Path = ROOT_DIR / "projects" +LIBS_DIR: Path = ROOT_DIR / "libs" +TEMPLATES_DIR: Path = ROOT_DIR / "container_templates" # List of all available project names PROJECTS: list[str] = [x.name for x in BASE_DIR.iterdir() if x.is_dir()] +# Extras to install into each project's container. +# Currently only needed for `data`, which uses extras to keep CUDA-torch +# out of its container. +EXTRAS: dict[str, list[str]] = {"data": ["cpu"]} -def _get_files_block(project_name: str) -> str: +# Clear out the tools used to build the environment once complete to shrink +# container size. A project that needs a compiler at run time should install +# it from its apptainer.post, which marks it manually installed and so +# exempts it from the autoremove. See projects/infer for an example. +PURGE_BUILD_TOOLS = """# the toolchain was only needed to build the \ +dependencies above +apt-get purge -y build-essential +apt-get autoremove -y +rm -rf /var/lib/apt/lists/*""" + + +def _local_libs(project_name: str) -> list[str]: """ - Build the %files block for an apptainer definition by reading the - project's [tool.uv.sources] and resolving which local paths to copy. + Collect a list of the `libs/` that a project depends on, including + those that enter via a library's own dependencies. """ - pyproject_path = BASE_DIR / project_name / "pyproject.toml" - with open(pyproject_path, "rb") as f: - data = tomllib.load(f) + seen: set[str] = set() + pyproject_files: list[Path] = [BASE_DIR / project_name / "pyproject.toml"] - sources = data["tool"]["uv"]["sources"] + while len(pyproject_files) > 0: + with open(pyproject_files.pop(), "rb") as f: + data = tomllib.load(f) - lines = [f". /opt/aframe/projects/{project_name}/"] - seen: set[str] = set() + sources = data.get("tool", {}).get("uv", {}).get("sources", {}) + for name, source in sources.items(): + # index pins like torch are lists, not dicts. + # git sources are dicts but don't have a `workspace` key + if not isinstance(source, dict) or not source.get("workspace"): + continue + if name in seen: + continue + seen.add(name) + pyproject_files.append(LIBS_DIR / name / "pyproject.toml") - for source in sources.values(): - path = source.get("path", "") - if not path: - # git source - continue + return sorted(seen) - lib_name = path.rstrip("/").removeprefix("../../libs/") - entry = f"../../libs/{lib_name} /opt/aframe/libs/{lib_name}" - if entry not in seen: - seen.add(entry) - lines.append(entry) +def _get_files_block(project_name: str) -> str: + """ + Build the %files block for an apptainer definition: the project itself, + the `libs/` packages it depends on, and the root pyproject and lockfile + that uv resolves the workspace against. + """ + lines = [f". /opt/aframe/projects/{project_name}/"] + for lib in _local_libs(project_name): + lines.append(f"../../libs/{lib} /opt/aframe/libs/{lib}") + + lines.append("../../pyproject.toml /opt/aframe/pyproject.toml") + lines.append("../../uv.lock /opt/aframe/uv.lock") return "\n".join(lines) +def _get_uv_command(project_name: str, subcommand: str) -> str: + """ + Build a `uv sync`/`uv export` command for a project. The `test` + group is installed so that CI can run tests inside the container. + """ + cmd = ( + f"uv {subcommand} --frozen --no-default-groups --group test" + f" --package {project_name}" + ) + if subcommand == "export": + # Need to use the pylock format here rather than requirements.txt + # so that the index each package was locked from gets recorded. + cmd += " --format pylock.toml" + for extra in EXTRAS.get(project_name, []): + cmd += f" --extra {extra}" + return cmd + + def create_definition_file(project_name: str) -> Path: """ Create the apptainer definition file for a project from the appropriate @@ -67,11 +112,17 @@ def create_definition_file(project_name: str) -> Path: env_file = project_dir / "apptainer.env" extra_env = env_file.read_text() if env_file.exists() else "" + # the micromamba image installs into an existing conda env, so it exports + # a requirements file and pip-installs it. The uv image syncs directly. + subcommand = "export" if is_micromamba else "sync" + definition_text = ( template_text.replace("@@PROJECT@@", project_name) .replace("@@FILES_BLOCK@@", files_block) + .replace("@@UV_CMD@@", _get_uv_command(project_name, subcommand)) .replace("@@EXTRA_POST@@", extra_post) .replace("@@EXTRA_ENV@@", extra_env) + .replace("@@PURGE_BUILD_TOOLS@@", PURGE_BUILD_TOOLS) ) output_path = project_dir / "apptainer.def" diff --git a/uv.lock b/uv.lock index 61826c43c..847bdef09 100644 --- a/uv.lock +++ b/uv.lock @@ -2,9 +2,154 @@ version = 1 revision = 3 requires-python = ">=3.11, <3.14" resolution-markers = [ - "python_full_version >= '3.12'", - "python_full_version < '3.12'", -] + "python_full_version >= '3.13' and sys_platform == 'win32' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra == 'extra-5-plots-vizapp-cuda'", + "python_full_version == '3.12.*' and sys_platform == 'win32' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra == 'extra-5-plots-vizapp-cuda'", + "python_full_version >= '3.13' and sys_platform == 'emscripten' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra == 'extra-5-plots-vizapp-cuda'", + "python_full_version == '3.12.*' and sys_platform == 'emscripten' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra == 'extra-5-plots-vizapp-cuda'", + "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra == 'extra-5-plots-vizapp-cuda'", + "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra == 'extra-5-plots-vizapp-cuda'", + "python_full_version >= '3.13' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra == 'extra-5-plots-vizapp-cuda'", + "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra == 'extra-5-plots-vizapp-cuda'", + "python_full_version < '3.12' and sys_platform == 'win32' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra == 'extra-5-plots-vizapp-cuda'", + "python_full_version < '3.12' and sys_platform == 'emscripten' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra == 'extra-5-plots-vizapp-cuda'", + "python_full_version < '3.12' and sys_platform == 'linux' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra == 'extra-5-plots-vizapp-cuda'", + "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra == 'extra-5-plots-vizapp-cuda'", + "python_full_version >= '3.13' and sys_platform == 'win32' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra == 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version == '3.12.*' and sys_platform == 'win32' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra == 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version >= '3.13' and sys_platform == 'emscripten' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra == 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version == '3.12.*' and sys_platform == 'emscripten' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra == 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra == 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra == 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version >= '3.13' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra == 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version == '3.12.*' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra == 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version < '3.12' and sys_platform == 'win32' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra == 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version < '3.12' and sys_platform == 'emscripten' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra == 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version < '3.12' and sys_platform == 'linux' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra == 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version < '3.12' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform 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"python_full_version == '3.12.*' and sys_platform == 'win32' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version >= '3.13' and sys_platform == 'emscripten' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version == '3.12.*' and sys_platform == 'emscripten' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version >= '3.13' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version < '3.12' and sys_platform == 'win32' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version < '3.12' and sys_platform == 'emscripten' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version < '3.12' and sys_platform == 'linux' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32' and extra != 'extra-4-data-cpu' and extra == 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version >= '3.13' and sys_platform == 'win32' and extra == 'extra-4-data-cpu' and extra != 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra == 'extra-5-plots-vizapp-cuda'", + "python_full_version == '3.12.*' and sys_platform == 'win32' and extra == 'extra-4-data-cpu' and extra != 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra == 'extra-5-plots-vizapp-cuda'", + "python_full_version >= '3.13' and sys_platform == 'emscripten' and extra == 'extra-4-data-cpu' and extra != 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'extra-5-plots-vizapp-cuda'", + "python_full_version == '3.12.*' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32' and extra == 'extra-4-data-cpu' and extra != 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra == 'extra-5-plots-vizapp-cuda'", + "python_full_version < '3.12' and sys_platform == 'win32' and extra == 'extra-4-data-cpu' and extra != 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra == 'extra-5-plots-vizapp-cuda'", + "python_full_version < '3.12' and sys_platform == 'emscripten' and extra == 'extra-4-data-cpu' and extra != 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra == 'extra-5-plots-vizapp-cuda'", + "python_full_version < '3.12' and sys_platform == 'linux' and extra == 'extra-4-data-cpu' and extra != 'extra-4-data-cuda' and extra != 'extra-5-plots-vizapp' and extra == 'extra-5-plots-vizapp-cuda'", + "python_full_version < '3.12' and sys_platform != 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extra != 'extra-4-data-cuda' and extra == 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version >= '3.13' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32' and extra == 'extra-4-data-cpu' and extra != 'extra-4-data-cuda' and extra == 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version == '3.12.*' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32' and extra == 'extra-4-data-cpu' and extra != 'extra-4-data-cuda' and extra == 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version < '3.12' and sys_platform == 'win32' and extra == 'extra-4-data-cpu' and extra != 'extra-4-data-cuda' and extra == 'extra-5-plots-vizapp' and extra != 'extra-5-plots-vizapp-cuda'", + "python_full_version < '3.12' and sys_platform == 'emscripten' and extra == 'extra-4-data-cpu' 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